Triple

T10149480
Position Surface form Disambiguated ID Type / Status
Subject Edith Abbott E232592 entity
Predicate notableWork P4 FINISHED
Object Public Assistance
"Public Assistance" is a seminal work by social reformer and scholar Edith Abbott that analyzes and critiques early 20th-century welfare and relief policies in the United States.
E844175 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Public Assistance | Statement: [Edith Abbott, notableWork, Public Assistance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Assistance
Context triple: [Edith Abbott, notableWork, Public Assistance]
  • A. Public Assistance programs
    Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • B. Civil Affairs
    Civil Affairs is a branch of the Palestinian Authority responsible for managing and coordinating civilian and administrative matters, particularly those involving interaction with Israeli authorities.
  • C. Impact Aid
    Impact Aid is a federal education funding program in the United States that provides financial assistance to school districts affected by the presence of tax-exempt federal property or federally connected students.
  • D. Individual Assistance Program
    The Individual Assistance Program is a FEMA initiative that provides financial help and direct services to individuals and households affected by major disasters who have uninsured or underinsured necessary expenses and serious needs.
  • E. Disaster Loan Program
    The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Public Assistance
Triple: [Edith Abbott, notableWork, Public Assistance]
Generated description
"Public Assistance" is a seminal work by social reformer and scholar Edith Abbott that analyzes and critiques early 20th-century welfare and relief policies in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Assistance
Target entity description: "Public Assistance" is a seminal work by social reformer and scholar Edith Abbott that analyzes and critiques early 20th-century welfare and relief policies in the United States.
  • A. Public Assistance programs
    Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • B. Civil Affairs
    Civil Affairs is a branch of the Palestinian Authority responsible for managing and coordinating civilian and administrative matters, particularly those involving interaction with Israeli authorities.
  • C. Impact Aid
    Impact Aid is a federal education funding program in the United States that provides financial assistance to school districts affected by the presence of tax-exempt federal property or federally connected students.
  • D. Individual Assistance Program
    The Individual Assistance Program is a FEMA initiative that provides financial help and direct services to individuals and households affected by major disasters who have uninsured or underinsured necessary expenses and serious needs.
  • E. Disaster Loan Program
    The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69ca84885e48819088a31b127cf44904 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdec03e80c81909c813dae91c56272 completed April 2, 2026, 4:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2e6369c848190984394eedf2f07eb completed April 5, 2026, 10:46 p.m.
NEDg Description generation batch_69d2e73fd6988190a338a9e49dc3671b completed April 5, 2026, 10:50 p.m.
NED2 Entity disambiguation (via description) batch_69d2e8c9058c8190bfa5720397331fa1 completed April 5, 2026, 10:57 p.m.
Created at: March 30, 2026, 9:08 p.m.